Author

Yang Liu

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Open access Aug 2026

MambaACE-YOLO: Frequency-Decoupled State-Space Modeling and Compact Higher-Order Relational Reasoning for Lightweight Real-Time Object Detection

Lightweight real-time detectors must balance long-range contextual modeling, cross-scale relational reasoning, and deployment efficiency. We present MambaACE-YOLO, an integration-oriented framework that separates computation into intra-scale encoding, cross-scale relational reasoning, sparse multi-stage feature distrib...

Jiangxiao Li, Weijie Wu, Wengang Che et al. · Applied Sciences · 0 citations

Preprint Aug 2026

Prompt-Driven Simulation with Feature Perturbation for Cross-Domain Few-Shot Object Detection

This paper proposes PSP-FSOD, a principled framework that integrates prompt-driven domain simulation with feature perturbation regularization to improve generalization in CD-FSOD, and designs a prompt-driven strategy that leverages the visual grounding capability of large VLMs to jointly model foreground and background...

Linhai Zhuo, Junxi Cai, Tian-Wen Qian et al. · 1 citation